Peeters Jannes, Bot Daniël M, Rovelo Ruiz Gustavo, Aerts Jan
Data Science Institute, Hasselt University, Diepenbeek, Belgium.
Expertise Center for Digital Media, Hasselt University-Flanders Make, Diepenbeek, Belgium.
Front Bioinform. 2024 Feb 5;4:1331043. doi: 10.3389/fbinf.2024.1331043. eCollection 2024.
Current visualizations in microbiome research rely on aggregations in taxonomic classifications or do not show less abundant taxa. We introduce Snowflake: a new visualization method that creates a clear overview of the microbiome composition in collected samples without losing any information due to classification or neglecting less abundant reads. Snowflake displays every observed OTU/ASV in the microbiome abundance table and provides a solution to include the data's hierarchical structure and additional information obtained from downstream analysis (e.g., alpha- and beta-diversity) and metadata. Based on the value-driven ICE-T evaluation methodology, Snowflake was positively received. Experts in microbiome research found the visualizations to be user-friendly and detailed and liked the possibility of including and relating additional information to the microbiome's composition. Exploring the topological structure of the microbiome abundance table allows them to quickly identify which taxa are unique to specific samples and which are shared among multiple samples (i.e., separating sample-specific taxa from the core microbiome), and see the compositional differences between samples. An R package for constructing and visualizing Snowflake microbiome composition graphs is available at https://gitlab.com/vda-lab/snowflake.
微生物组研究中的当前可视化方法依赖于分类学分类中的汇总,或者无法显示丰度较低的分类群。我们引入了Snowflake:一种新的可视化方法,它可以清晰概述所采集样本中的微生物组组成,而不会因分类或忽略丰度较低的读数而丢失任何信息。Snowflake会显示微生物组丰度表中每个观察到的OTU/ASV,并提供一种解决方案,以纳入数据的层次结构以及从下游分析(例如,α-和β-多样性)和元数据中获得的其他信息。基于价值驱动的ICE-T评估方法,Snowflake受到了积极的评价。微生物组研究领域的专家认为这些可视化效果用户友好且详细,并且喜欢将其他信息纳入微生物组组成并与之关联的可能性。探索微生物组丰度表的拓扑结构使他们能够快速识别哪些分类群是特定样本所独有的,哪些是多个样本共有的(即,将特定样本的分类群与核心微生物组区分开来),并查看样本之间的组成差异。可在https://gitlab.com/vda-lab/snowflake获取用于构建和可视化Snowflake微生物组组成图的R包。